How does innovation move?

A six-step framework for embedding generative AI into enterprise workflows, validated across 4 institutional use cases with efficiency gains of 70–99%.

Industry TL;DR: Provides a plug-and-play AI adoption strategy for organizations struggling to move beyond basic ChatGPT usage, delivering measurable ROI in weeks.

Demonstrated that LLMs can reconstruct 85% of founder history details compared to manual coding, enabling large-scale analysis of African entrepreneurship with zero survey cost.

TL;DR: Investors and researchers can map out entire startup ecosystem histories using publicly available data and AI, bypassing expensive surveys.

Analyzed the network effects of a multi-university student incubation program.

Policy TL;DR: Shows how universities can build inter-campus networks to boost student startup success, rather than acting as isolated silos.

Explores how international student leaders navigate dual roles as community representatives and informal diplomats across cultural boundaries.

Documents how a student-led initiative created accessible knowledge resources for Nigerian learners through cross-institutional collaboration.

Case study examining how graduate engineering students adapt to cross-cultural academic environments and develop intercultural competency.